Detecting and Validating Improper Homeowner Exemptions Through Data Mining, Natural Language Processing, and Machine Learning

2. The media of claim 1, wherein the data set is defined by at least one of a street address, a parcel, a street, a lot, a zip code, a county, a state, an area drawn on a map, an area within a set radial distance from a location, coordinates set by one or more satellites, an area within a set driving distance of a location, a GPS point, an area code, or an area defined by at least three GPS points.

3. The media of claim 1, wherein the data mining task process comprises a natural language process, numerical data mining process, and a photographic data mining task process.

4. The media of claim 3, wherein the natural language task process comprises syntax interpretation, semantic interpretation, discourse interpretation, speech interpretation, or any combination thereof.

5. The media of claim 4, wherein the syntax interpretation comprises lemmatization, morphological segmentation, part-of-speech tagging, parsing, sentence boundary disambiguation, stemming, word segmentation, and terminology extraction.

6. The media of claim 4, wherein the semantic interpretation comprises lexical semantics, machine translation, named entity recognition, natural language generation, natural language understanding, optical character recognition, question answering, recognizing textual entailment, relationship extraction, sentiment analysis, topic segmentation, word sense disambiguation, or any combination thereof.

7. The media of claim 4, wherein the discourse interpretation comprises automatic summarization, coreference resolution, discourse analysis, or any combination thereof.

8. The media of claim 4, wherein the speech interpretation comprises speech recognition, speech segmentation, or both.

9. The media of claim 1, wherein the external data source comprises city property records, county property records, city permit records, county permit records, post office address database, state business records, historical real estate listings, rental listings, demolition orders, dumpster orders, portable restroom orders, customer account information from third party companies, social media, phone records, address records, historical credit card history purchase records, satellite images, tax records, street views, online photographs, online videos, signs outside a property, demolition orders, dumpster orders, portable restroom orders, the Internet, or any combination thereof.

10. The media of claim 1, wherein the detection of one or more improper homeowner exemption indicia comprises a water usage change, electricity usage change, gas usage change, street parking occupancy change, driveway parking occupancy change, package delivery frequency change, window adjustment frequency change, visible room light frequency change, a street-side trash can placement frequency change, a mailbox flag status frequency change, a garage door status frequency change, or any combination thereof.

11. The media of claim 1, wherein the external data source comprises a home leasing website, vacation rental website, or any combination thereof.

12. The media of claim 1, wherein the improper homeowner exemption indicia comprises a number of properties a person owns, a number of homeowner exemptions made, a number of rental properties listed, a period of time one or more of the number of rental property was listed, a time of the year one or more of the number of the rental property was listed, or any combination thereof.

14. The system of claim 13, wherein the data set is defined by a street address, a parcel, a street, a lot, a zip code, a county, a state, an area drawn on a map, an area within a set radial distance from a location, coordinates set by one or more satellites, an area within a set driving distance of a location, a GPS point, an area code, and an area defined by at least three GPS points.

15. The system of claim 14, wherein the data mining process comprises a natural language process, numerical data mining process, and a photographic data mining task process.

16. The system of claim 15, wherein the external data source comprises city property records, county property records, city permit records, county permit records, post office address database, state business records, historical real estate listings, rental listings, demolition orders, dumpster orders, portable restroom orders, customer account information from third party companies, social media, phone records, address records, historical credit card history purchase records, satellite images, tax records, street views, online photographs, online videos, signs outside a property, demolition orders, dumpster orders, portable restroom orders, and the Internet.

17. The system of claim 16, wherein the improper homeowner exemption indicia comprises a water usage change, electricity usage change, gas usage change, street parking occupancy change, driveway parking occupancy change, package delivery frequency change, window adjustment frequency change, visible room light frequency change, a street-side trash can placement frequency change, a mailbox flag status frequency change, and a garage door status frequency change.

18. The system of claim 13, wherein the improper homeowner exemption indicia comprises a frequency of phone calls and a frequency of credit card purchases.

20. The method of claim 19, wherein the data set is defined by at least one of a street address, a parcel, a street, a lot, a zip code, a county, a state, an area drawn on a map, an area within a set radial distance from a location, coordinates set by one or more satellites, an area within a set driving distance of a location, a GPS point, an area code, or an area defined by at least three GPS points.